llmrun

AMD · RDNA 2 · 12 GB VRAM tier

Best AI Models for AMD Radeon RX 6750 XT (12 GB)

Runs 7–9B models well; 14B only just fits.

12 GB GDDR6432 GB/s27 TFLOPS FP16250 WRDNA 2 2022
Buyabout $549

12 GB fits ~13-14B models at Q4. Not on AMD's official ROCm list (ROCm works on Linux with a workaround); the Vulkan backend is the easy path.

What LLMs can the RX 6750 XT run?

#ModelSpeedllmrun ScoreQuant · VRAM
1
Qwen3.5 9BAlibabaHow to run →
Q4_K_M · 6.6 GB · 40.8 t/s
40.8 tok/sQ4_K_M · 6.6 GB
2
Qwen3.5 4BAlibaba
Q4_K_M · 3.4 GB · 79.5 t/s
79.5 tok/sQ4_K_M · 3.4 GB
3
Gemma 3 12B ITGoogle
Q4_K_M · 10.9 GB · 32.2 t/s
32.2 tok/sQ4_K_M · 10.9 GB
4
Gemma 2 9B ITGoogle
Q4_K_M · 7.3 GB · 42.5 t/s
42.5 tok/sQ4_K_M · 7.3 GB
5
Ling 3.0 TinyInclusion AI
Q4_K_M · 5.5 GB · 119 t/s
119 tok/sQ4_K_M · 5.5 GB
See all 278 models on the RX 6750 XT →Best quant that fits · speeds estimated on this card

About the RX 6750 XT

The RX 6750 XT is an entry card in the 12 GB class: it runs 7–9B models well. It is power-hungry for its speed. RDNA 2 generation, released 2022.

Speed in 12 GB#7432 GB/s
Per watt#90.16 tok/s per W on Qwen3.5 9B (9B params)
GenerationRDNA 2released 2022

RX 6750 XT strengths and weaknesses

Strengths

  • Runs 14B models: Qwen3 14B at 27.3 tok/s in 11.9 GB

Weaknesses

  • 27–31B models don't fit: Qwen3.8 27B needs 17.9 GB at Q4 vs 12 GB here
  • Little room for context: Qwen3 14B uses 11.9 of 12 GB, 0.1 GB left
  • Slow prompt reading: A 4K-token prompt on Qwen3.5 9B waits 13.5 s for the first token
  • ROCm, not CUDA: No FP8 weights; MXFP4 only through llama.cpp, not vLLM

Speed per dollar and per watt

On Qwen3.5 9B (9B params) at Q4_K_M. New prices are compared with new, used with used. The last two columns are the speed you get per $100 of price and per 100 W of board power; higher is better. The RX 6750 XT has no current price, so it is shown at its MSRP.

CardNew pricetok/stok/s per $100tok/s per 100 W
RTX 50608 GBBest new value
about $46045.8
10.0
31.6
RTX 507012 GB
about $84068.7
8.2
27.5
RTX 5070 Ti16 GB
about $1,17091.6
7.8
30.5
RX 907016 GB
about $80060.4
7.6
27.5
RX 6750 XT12 GB
about $54940.8
7.4
16.3
RX 9070 XT16 GB
about $81560.4
7.4
19.9
RTX 40608 GB
about $52027.8
5.3
24.2
RX 9060 XT 16GB16 GB
about $59030.2
5.1
18.9
CardUsed pricetok/stok/s per $100tok/s per 100 W
RTX 3060 12GB12 GB
about $32936.8
11.2
21.6
RTX 50608 GBBest used value
about $43045.8
10.7
31.6
RTX 407012 GB
about $57551.5
9.0
25.8
RTX 40608 GB
about $33527.8
8.3
24.2
RTX 4070 SUPER12 GB
about $67551.5
7.6
23.4
RTX 4060 Ti 8GB8 GB
about $40029.4
7.4
18.4
RTX 4070 Ti12 GB
about $72251.5
7.1
18.1
RX 9060 XT 16GB16 GB
about $55030.2
5.5
18.9

Cost per token: the RX 6750 XT against 8–16 GB cards

On Qwen3.5 9B (9B params, Q4_K_M, 4K context). Speed, cost per token and power per token depend on the model.

8 GB12 GB16 GBthis cardat MSRP
$0.00$0.50$1.00$1.50$2.00$0$1,000$2,000$3,000$ per 1M output tokens · lower is betterused price →RTX 4070 SUPER · 12 GB · ≈$675 · $1.01 per 1M tokensRTX 4070 · 12 GB · ≈$575 · $0.87 per 1M tokensRTX 3060 12GB · 12 GB · ≈$329 · $0.76 per 1M tokensRTX 4060 Ti 8GB · 8 GB · ≈$400 · $1.09 per 1M tokensRX 9060 XT 16GB · 16 GB · ≈$550 · $1.38 per 1M tokensRTX 5060 · 8 GB · ≈$430 · $0.73 per 1M tokensRTX 5080 · 16 GB · ≈$2,000 · $1.45 per 1M tokensRTX 5070 Ti · 16 GB · ≈$1,100 · $0.90 per 1M tokensRTX 4080 SUPER · 16 GB · ≈$1,155 · $1.15 per 1M tokensRTX 5070 · 12 GB · ≈$736 · $0.83 per 1M tokensRTX 4070 Ti SUPER · 16 GB · ≈$900 · $1.00 per 1M tokensRTX 4080 · 16 GB · ≈$1,100 · $1.13 per 1M tokensRX 9070 XT · 16 GB · ≈$790 · $1.04 per 1M tokensRTX 4070 Ti · 12 GB · ≈$722 · $1.12 per 1M tokensRX 9070 · 16 GB · ≈$650 · $0.83 per 1M tokensRTX 4060 · 8 GB · ≈$335 · $0.94 per 1M tokensRTX 5060RTX 5080RTX 5070 TiRTX 4080 SUPERRTX 4080RTX 5070RX 9060 XT 16GB
$0.00$0.50$1.00$1.50$2.00$0$1k$2k$3k$ per 1M output tokens · lower is betterused price →RTX 4070 SUPER · 12 GB · ≈$675 · $1.01 per 1M tokensRTX 4070 · 12 GB · ≈$575 · $0.87 per 1M tokensRTX 3060 12GB · 12 GB · ≈$329 · $0.76 per 1M tokensRTX 4060 Ti 8GB · 8 GB · ≈$400 · $1.09 per 1M tokensRX 9060 XT 16GB · 16 GB · ≈$550 · $1.38 per 1M tokensRTX 5060 · 8 GB · ≈$430 · $0.73 per 1M tokensRTX 5080 · 16 GB · ≈$2,000 · $1.45 per 1M tokensRTX 5070 Ti · 16 GB · ≈$1,100 · $0.90 per 1M tokensRTX 4080 SUPER · 16 GB · ≈$1,155 · $1.15 per 1M tokensRTX 5070 · 12 GB · ≈$736 · $0.83 per 1M tokensRTX 4070 Ti SUPER · 16 GB · ≈$900 · $1.00 per 1M tokensRTX 4080 · 16 GB · ≈$1,100 · $1.13 per 1M tokensRX 9070 XT · 16 GB · ≈$790 · $1.04 per 1M tokensRTX 4070 Ti · 12 GB · ≈$722 · $1.12 per 1M tokensRX 9070 · 16 GB · ≈$650 · $0.83 per 1M tokensRTX 4060 · 8 GB · ≈$335 · $0.94 per 1M tokensRTX 5060RTX 5080RTX 5070 Ti
Include card price

Each dot is a card; hover or tap it for its numbers, click to open it. Cards without a price for the chosen basis are left out. How we calculate cost per token

Similar GPUs

Cards people weigh against the RX 6750 XT, each with the one reason it is worth a look. Speeds on Qwen3.5 9B.

26% faster, same 12 GBRTX 4070NVIDIA · 12 GB · Ada Lovelace
▲ 26% speedsame 12 GBabout $599rent $0.12/hr
10% slower, same 12 GBRTX 3060 12GBNVIDIA · 12 GB · Ampere
▼ 10% speedsame 12 GBabout $329rent $0.07/hr
26% faster, same 12 GBRTX 4070 SUPERNVIDIA · 12 GB · Ada Lovelace
▲ 26% speedsame 12 GBabout $599rent $0.12/hr
4 GB more, but slowerRX 9060 XT 16GBAMD · 16 GB · RDNA 4
▼ 26% speed▲ 4 GBabout $590
28% slower, 8 GBRTX 4060 Ti 8GBNVIDIA · 8 GB · Ada Lovelace
▼ 28% speed▼ 4 GBabout $399rent $0.15/hr
More efficient per wattA770 16GBIntel · 16 GB · Alchemist
▲ 8% speed▲ 4 GBabout $349

RX 6750 XT tokens per second by model size

Output speed depends on memory bandwidth (432 GB/s). Grey rows need more than 12 GB.

  1. 9BQwen3.5 9B · Q4_K_M · 6.6 GB
    40.8tok/s
  2. 14BQwen3 14B · Q4_K_M · 11.9 GB tight · Q4_K_M
    27.3tok/s
  3. 27–31BQwen3.8 27B · not at 4-bit
    needs 17.9 GB
  4. 35B MoEQwen3.6 35B A3B · not at 4-bit
    needs 22.0 GB
  5. 70BLlama 3.3 70B Instruct · not at 4-bit
    needs 51.3 GB
  6. 120B MoEGPT OSS 120B · not at 4-bit
    needs 70.8 GB

Estimated speeds: Q4_K_M, 4K context, one user. How we estimate

All 977 models on the RX 6750 XT

Featured only

Best quant that fits, ordered by llmrun Score. Fit grades how well it runs here, S best. How ranking works

LLM models compatible with AMD Radeon RX 6750 XT — ranked by Score, recency and Fit
ModelVRAMScoreFit
SmolVLM2 256M Video Instruct
Q4_K_M·518.4 t/s
0.6 GBS100, Runs great
Kimi K2.6 Eagle3
Q4_K_M·177.5 t/s
1.9 GBS99, Runs great
Huihui LFM2.5 8B A1B Abliterated
Q4_K_M·111.0 t/s
5.6 GBS93, Runs great
Supra Mini V5 8M
Q4_K_M·810.0 t/s
0.3 GBS100, Runs great
GPT X2 125M
BF16·405.0 t/s
0.6 GBS100, Runs great
Qwen3.6 35B A3B
IQ2_S·71.8 t/s
11.7 GBC44, Usable
Functiongemma 270M Ft Mobile Actions
BF16·439.3 t/s
1.6 GBS100, Runs great
GaMS3 12B Instruct
Q4_K_M·32.0 t/s
8.9 GBA71, Runs well
MobileLLM R1 360M
Q4_K_M·1080.0 t/s
1.3 GBS100, Runs great
Qwen3 4B Heretic
Q4_K_M·89.4 t/s
4.2 GBS89, Runs great
Surya Ocr 2.5
Q4_K_M·341.1 t/s
0.8 GBS100, Runs great
MedPsy 4B
Q4_K_M·82.5 t/s
4.5 GBS88, Runs great
Qwen3 8B
Q4_K_M·47.0 t/s
7.6 GBA78, Runs well
Quark 135M
Q4_K_M·602.8 t/s
0.4 GBS100, Runs great
Carbon 8B
Q4_K_M·47.0 t/s
7.4 GBA78, Runs well

RX 6750 XT specs, power and PSU

Specs

Architecture
RDNA 2
VRAM
12 GB GDDR6
Memory bandwidth
432.0 GB/s
FP16 (dense)
26.62 TFLOPS
Stream processors
2,560
TDP
250 W
Released
2022-05-10
MSRP
$549

RX 6750 XT FAQ

What is the largest model the RX 6750 XT can run?

GPT OSS 20B (20.9B) is the largest at 4-bit or better: at IQ4_XS it uses 11.8 GB of 12 GB, and runs at about 72.6 tok/s.

Can the RX 6750 XT run Qwen3.5 9B?

Yes. Qwen3.5 9B fits at Q4_K_M, using 6.6 GB of 12 GB, and it is the best model that runs well on this card.

Can the RX 6750 XT run 27–31B models?

No. Qwen3.8 27B needs 17.9 GB at Q4, more than the 12 GB on this card.

How many tokens per second does the RX 6750 XT give?

About 40.8 tok/s on Qwen3.5 9B at Q4_K_M, with the first token after 13.5 s on a 4K-token prompt.

What power supply does the RX 6750 XT need?

Plan a 500 W PSU (2× the 250 W TDP).

Is 12 GB enough for coding and agents?

Yes for coding: Llama 3.1 8B Instruct, the only coding-scored model that fits, runs at about 49 tok/s. For agents, not yet: no agent-scored model fits in less than 96 GB.

Is renting cheaper than buying an RX 6750 XT?

An RTX 3090 (24 GB) rents from $0.18/hr. Renting costs as much as buying after ≈3,000 hours (≈2.1 years at 4 h a day).

Related

Best coding LLMs12 GB VRAM16 GB VRAMGPUs with 12 GB or moreRTX 3090 TiRTX 4090